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From the 10 of 385 papers with an AI index.

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cs.LG2026

RetroMPA: A Molecular Property-Aware Auxiliary Framework for Enhancing Retrosynthesis Prediction

Mianzhi Liu, Fan Xiao, Zhiliang Yu +5

Retrosynthesis is a cornerstone of drug discovery and organic synthesis. While data-driven deep learning models have shown remarkable progress, they autonomously learn reaction pat…

cs.LG20261 cited

NodeImport: Imbalanced Node Classification with Node Importance Assessment

Nan Chen, Zemin Liu, Bryan Hooi +3

The paper proposes NodeImport, a framework that assesses node importance using a balanced meta-set to dynamically select valuable labeled, unlabeled, and synthetic nodes, improving…

cs.LG20263 cited

Handling Feature Heterogeneity with Learnable Graph Patches

Yifei Sun, Yang Yang, Xiao Feng +4

In recent years, the rapid development of foundation models and graph pre-training technologies has spurred increasing interest in constructing a universal pre-trained graph model…

cs.LG2026

Adaptive NN graph model

Jiaye Li, Hang Xu, Shichao Zhang

The -nearest neighbors (NN) algorithm is a cornerstone of non-parametric classification in artificial intelligence, yet its deployment in large-scale applications is persiste…

cs.LG2026

Parallel Complex Diffusion for Scalable Time Series Generation

Rongyao Cai, Yuxi Wan, Kexin Zhang +4

Diffusion models learn data distributions indirectly through denoising, making the difficulty of generative modeling closely tied to the dependency structure of data. For time seri…

cs.LG2026

CktGen: Automated Analog Circuit Design with Generative Artificial Intelligence

Yuxuan Hou, Hehe Fan, Jianrong Zhang +6

The automatic synthesis of analog circuits presents significant challenges. Most existing approaches formulate the problem as a single-objective optimization task, overlooking that…